{
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  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e0d2ff92-06e1-49f0-82fd-6673ecdc86d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: pip in c:\\users\\19857\\appdata\\roaming\\python\\python312\\site-packages (24.3.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install --upgrade pip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "087d8f0a-8531-49fe-8a36-58664e523b2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
      "Requirement already satisfied: matplotlib in d:\\an\\lib\\site-packages (3.8.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in d:\\an\\lib\\site-packages (from matplotlib) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\an\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\an\\lib\\site-packages (from matplotlib) (4.51.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in d:\\an\\lib\\site-packages (from matplotlib) (1.4.4)\n",
      "Requirement already satisfied: numpy>=1.21 in d:\\an\\lib\\site-packages (from matplotlib) (1.26.4)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\an\\lib\\site-packages (from matplotlib) (23.2)\n",
      "Requirement already satisfied: pillow>=8 in d:\\an\\lib\\site-packages (from matplotlib) (10.3.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in d:\\an\\lib\\site-packages (from matplotlib) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\an\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in d:\\an\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib -i https://pypi.tuna.tsinghua.edu.cn/simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c8ec4008-1703-475c-a42d-e772c4cd7d09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Font family: DejaVu Sans Mono, Font file: D:\\An\\Lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-Bold.ttf\n",
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      "Font family: Berlin Sans FB Demi, Font file: C:\\Windows\\Fonts\\BRLNSDB.TTF\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSBI.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILI____.TTF\n",
      "Font family: Bauhaus 93, Font file: C:\\Windows\\Fonts\\BAUHS93.TTF\n",
      "Font family: Eras Demi ITC, Font file: C:\\Windows\\Fonts\\ERASDEMI.TTF\n",
      "Font family: Tahoma, Font file: C:\\Windows\\Fonts\\tahoma.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyh.ttc\n",
      "Font family: Gadugi, Font file: C:\\Windows\\Fonts\\gadugi.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNI.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CR.TTF\n",
      "Font family: Chiller, Font file: C:\\Windows\\Fonts\\CHILLER.TTF\n",
      "Font family: Leelawadee, Font file: C:\\Windows\\Fonts\\LEELAWAD.TTF\n",
      "Font family: Gill Sans MT Condensed, Font file: C:\\Windows\\Fonts\\GILC____.TTF\n",
      "Font family: Stencil, Font file: C:\\Windows\\Fonts\\STENCIL.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanai.ttf\n",
      "Font family: Magneto, Font file: C:\\Windows\\Fonts\\MAGNETOB.TTF\n",
      "Font family: MV Boli, Font file: C:\\Windows\\Fonts\\mvboli.ttf\n",
      "Font family: Onyx, Font file: C:\\Windows\\Fonts\\ONYX.TTF\n",
      "Font family: FangSong, Font file: C:\\Windows\\Fonts\\simfang.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHIC.TTF\n",
      "Font family: Segoe MDL2 Assets, Font file: C:\\Windows\\Fonts\\segmdl2.ttf\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEBO.TTF\n",
      "Font family: Leelawadee, Font file: C:\\Windows\\Fonts\\LEELAWDB.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelb.ttf\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambria.ttc\n",
      "Font family: Curlz MT, Font file: C:\\Windows\\Fonts\\CURLZ___.TTF\n",
      "Font family: French Script MT, Font file: C:\\Windows\\Fonts\\FRSCRIPT.TTF\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCBI____.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arial.ttf\n",
      "Font family: Elephant, Font file: C:\\Windows\\Fonts\\ELEPHNTI.TTF\n",
      "Font family: Castellar, Font file: C:\\Windows\\Fonts\\CASTELAR.TTF\n",
      "Font family: Microsoft New Tai Lue, Font file: C:\\Windows\\Fonts\\ntailu.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesbd.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\BKANT.TTF\n",
      "Font family: Vladimir Script, Font file: C:\\Windows\\Fonts\\VLADIMIR.TTF\n",
      "Font family: HYZhongYuanB5, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\HYZYB5.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICB.TTF\n",
      "Font family: HP Simplified Hans, Font file: C:\\Windows\\Fonts\\hpsimplifiedhans-light.ttf\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelaUIb.ttf\n",
      "Font family: Segoe Print, Font file: C:\\Windows\\Fonts\\segoeprb.ttf\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITE.TTF\n",
      "Font family: Script MT Bold, Font file: C:\\Windows\\Fonts\\SCRIPTBL.TTF\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICBI.TTF\n",
      "Font family: HP Simplified Jpan, Font file: C:\\Windows\\Fonts\\hpsimplifiedjpan-regular.ttf\n",
      "Font family: Century Gothic, Font file: C:\\Windows\\Fonts\\GOTHICI.TTF\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\times.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrili.ttf\n",
      "Font family: Franklin Gothic Medium, Font file: C:\\Windows\\Fonts\\framdit.ttf\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriab.ttf\n",
      "Font family: Segoe Script, Font file: C:\\Windows\\Fonts\\segoesc.ttf\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERBI___.TTF\n",
      "Font family: Segoe Script, Font file: C:\\Windows\\Fonts\\segoescb.ttf\n",
      "Font family: Segoe Fluent Icons, Font file: C:\\Windows\\Fonts\\SegoeIcons.ttf\n",
      "Font family: Gadugi, Font file: C:\\Windows\\Fonts\\gadugib.ttf\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARA.TTF\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriaz.ttf\n",
      "Font family: MS Gothic, Font file: C:\\Windows\\Fonts\\msgothic.ttc\n",
      "Font family: Lucida Calligraphy, Font file: C:\\Windows\\Fonts\\LCALLIG.TTF\n",
      "Font family: Informal Roman, Font file: C:\\Windows\\Fonts\\INFROMAN.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSDI.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolai.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibri.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyhl.ttc\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrib.ttf\n",
      "Font family: Rockwell Condensed, Font file: C:\\Windows\\Fonts\\ROCCB___.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANS.TTF\n",
      "Font family: Palace Script MT, Font file: C:\\Windows\\Fonts\\PALSCRI.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CB.TTF\n",
      "Font family: Parchment, Font file: C:\\Windows\\Fonts\\PARCHM.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_LtIt.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgia.ttf\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarab.ttf\n",
      "Font family: Franklin Gothic Book, Font file: C:\\Windows\\Fonts\\FRABK.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILB____.TTF\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELL.TTF\n",
      "Font family: Showcard Gothic, Font file: C:\\Windows\\Fonts\\SHOWG.TTF\n",
      "Font family: Gigi, Font file: C:\\Windows\\Fonts\\GIGI.TTF\n",
      "Font family: Jokerman, Font file: C:\\Windows\\Fonts\\JOKERMAN.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKI.TTF\n",
      "Font family: Brush Script MT, Font file: C:\\Windows\\Fonts\\BRUSHSCI.TTF\n",
      "Font family: Vivaldi, Font file: C:\\Windows\\Fonts\\VIVALDII.TTF\n",
      "Font family: Matura MT Script Capitals, Font file: C:\\Windows\\Fonts\\MATURASC.TTF\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTBI.TTF\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELLI.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEB.TTF\n",
      "Font family: STXingkai, Font file: C:\\Windows\\Fonts\\STXINGKA.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consola.ttf\n",
      "Font family: Mongolian Baiti, Font file: C:\\Windows\\Fonts\\monbaiti.ttf\n",
      "Font family: Felix Titling, Font file: C:\\Windows\\Fonts\\FELIXTI.TTF\n",
      "Font family: Ebrima, Font file: C:\\Windows\\Fonts\\ebrimabd.ttf\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Dengl.ttf\n",
      "Font family: Gill Sans MT Ext Condensed Bold, Font file: C:\\Windows\\Fonts\\GLSNECB.TTF\n",
      "Font family: Tempus Sans ITC, Font file: C:\\Windows\\Fonts\\TEMPSITC.TTF\n",
      "Font family: Bookshelf Symbol 7, Font file: C:\\Windows\\Fonts\\BSSYM7.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\pala.ttf\n",
      "Font family: Broadway, Font file: C:\\Windows\\Fonts\\BROADW.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERB____.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arialbd.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbell.ttf\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Bold.ttf\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSI.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanaz.ttf\n",
      "Font family: Tw Cen MT Condensed, Font file: C:\\Windows\\Fonts\\TCCB____.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_It.ttf\n",
      "Font family: Modern No. 20, Font file: C:\\Windows\\Fonts\\MOD20.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKB.TTF\n",
      "Font family: Microsoft PhagsPa, Font file: C:\\Windows\\Fonts\\phagspab.ttf\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTI.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\Nirmala.ttf\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_Rg.ttf\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GILBI___.TTF\n",
      "Font family: Franklin Gothic Heavy, Font file: C:\\Windows\\Fonts\\FRAHV.TTF\n",
      "Font family: Niagara Solid, Font file: C:\\Windows\\Fonts\\NIAGSOL.TTF\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAX.TTF\n",
      "Font family: Franklin Gothic Book, Font file: C:\\Windows\\Fonts\\FRABKIT.TTF\n",
      "Font family: Wingdings 3, Font file: C:\\Windows\\Fonts\\WINGDNG3.TTF\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKI.TTF\n",
      "Font family: Centaur, Font file: C:\\Windows\\Fonts\\CENTAUR.TTF\n",
      "Font family: Myanmar Text, Font file: C:\\Windows\\Fonts\\mmrtext.ttf\n",
      "Font family: Imprint MT Shadow, Font file: C:\\Windows\\Fonts\\IMPRISHA.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_BdIt.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguili.ttf\n",
      "Font family: Franklin Gothic Medium, Font file: C:\\Windows\\Fonts\\framd.ttf\n",
      "Font family: Segoe Print, Font file: C:\\Windows\\Fonts\\segoepr.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesi.ttf\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\cour.ttf\n",
      "Font family: Sitka, Font file: C:\\Windows\\Fonts\\SitkaVF-Italic.ttf\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARABD.TTF\n",
      "Font family: Segoe UI Emoji, Font file: C:\\Windows\\Fonts\\seguiemj.ttf\n",
      "Font family: Kunstler Script, Font file: C:\\Windows\\Fonts\\KUNSTLER.TTF\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-REGULAR.TTF\n",
      "Font family: Microsoft PhagsPa, Font file: C:\\Windows\\Fonts\\phagspa.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_B.TTF\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Dengb.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiaz.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiab.ttf\n",
      "Font family: Microsoft Uighur, Font file: C:\\Windows\\Fonts\\MSUIGHUR.TTF\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Font family: Ebrima, Font file: C:\\Windows\\Fonts\\ebrima.ttf\n",
      "Font family: Webdings, Font file: C:\\Windows\\Fonts\\webdings.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuil.ttf\n",
      "Font family: STZhongsong, Font file: C:\\Windows\\Fonts\\STZHONGS.TTF\n",
      "Font family: Lucida Handwriting, Font file: C:\\Windows\\Fonts\\LHANDW.TTF\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITEDI.TTF\n",
      "Font family: Elephant, Font file: C:\\Windows\\Fonts\\ELEPHNT.TTF\n",
      "Font family: Mistral, Font file: C:\\Windows\\Fonts\\MISTRAL.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palabi.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisli.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibriz.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constani.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ariblk.ttf\n",
      "Font family: Niagara Engraved, Font file: C:\\Windows\\Fonts\\NIAGENG.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALN.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuib.ttf\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palai.ttf\n",
      "Font family: Franklin Gothic Demi, Font file: C:\\Windows\\Fonts\\FRADMIT.TTF\n",
      "Font family: Engravers MT, Font file: C:\\Windows\\Fonts\\ENGR.TTF\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjh.ttc\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarali.ttf\n",
      "Font family: Tahoma, Font file: C:\\Windows\\Fonts\\tahomabd.ttf\n",
      "Font family: Javanese Text, Font file: C:\\Windows\\Fonts\\javatext.ttf\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-BoldOblique_0.ttf\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comicbd.ttf\n",
      "Font family: Pristina, Font file: C:\\Windows\\Fonts\\PRISTINA.TTF\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibrii.ttf\n",
      "Font family: Franklin Gothic Demi Cond, Font file: C:\\Windows\\Fonts\\FRADMCN.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPE.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothM.ttc\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITED.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\NirmalaS.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUAB.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgun.ttf\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNB.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candaraz.ttf\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALIST.TTF\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOS.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ariali.ttf\n",
      "Font family: Copperplate Gothic Bold, Font file: C:\\Windows\\Fonts\\COPRGTB.TTF\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono_0.ttf\n",
      "Font family: Ravie, Font file: C:\\Windows\\Fonts\\RAVIE.TTF\n",
      "Font family: Microsoft Uighur, Font file: C:\\Windows\\Fonts\\MSUIGHUB.TTF\n",
      "Font family: Microsoft Yi Baiti, Font file: C:\\Windows\\Fonts\\msyi.ttf\n",
      "Font family: Calibri, Font file: C:\\Windows\\Fonts\\calibril.ttf\n",
      "Font family: Bernard MT Condensed, Font file: C:\\Windows\\Fonts\\BERNHC.TTF\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKBI.TTF\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelawUI.ttf\n",
      "Font family: Eras Medium ITC, Font file: C:\\Windows\\Fonts\\ERASMD.TTF\n",
      "Font family: STCaiyun, Font file: C:\\Windows\\Fonts\\STCAIYUN.TTF\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFB.TTF\n",
      "Font family: Baskerville Old Face, Font file: C:\\Windows\\Fonts\\BASKVILL.TTF\n",
      "Font family: Agency FB, Font file: C:\\Windows\\Fonts\\AGENCYB.TTF\n",
      "Font family: Lucida Bright, Font file: C:\\Windows\\Fonts\\LBRITEI.TTF\n",
      "Font family: STSong, Font file: C:\\Windows\\Fonts\\STSONG.TTF\n",
      "Font family: Arial Rounded MT Bold, Font file: C:\\Windows\\Fonts\\ARLRDBD.TTF\n",
      "Font family: Snap ITC, Font file: C:\\Windows\\Fonts\\SNAP____.TTF\n",
      "Font family: Goudy Stout, Font file: C:\\Windows\\Fonts\\GOUDYSTO.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucbd.ttf\n",
      "Font family: Monotype Corsiva, Font file: C:\\Windows\\Fonts\\MTCORSVA.TTF\n",
      "Font family: YouYuan, Font file: C:\\Windows\\Fonts\\SIMYOU.TTF\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCKBI.TTF\n",
      "Font family: Bahnschrift, Font file: C:\\Windows\\Fonts\\bahnschrift.ttf\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\couri.ttf\n",
      "Font family: SimSun, Font file: C:\\Windows\\Fonts\\simsun.ttc\n",
      "Font family: Microsoft Himalaya, Font file: C:\\Windows\\Fonts\\himalaya.ttf\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCB_____.TTF\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\courbd.ttf\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\CENSCBK.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BLAR.TTF\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOSI.TTF\n",
      "Font family: Gloucester MT Extra Condensed, Font file: C:\\Windows\\Fonts\\GLECB.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisb.ttf\n",
      "Font family: STFangsong, Font file: C:\\Windows\\Fonts\\STFANGSO.TTF\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comic.ttf\n",
      "Font family: Haettenschweiler, Font file: C:\\Windows\\Fonts\\HATTEN.TTF\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFI.TTF\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comici.ttf\n",
      "Font family: Ink Free, Font file: C:\\Windows\\Fonts\\Inkfree.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUAI.TTF\n",
      "Font family: Courier New, Font file: C:\\Windows\\Fonts\\courbi.ttf\n",
      "Font family: Footlight MT Light, Font file: C:\\Windows\\Fonts\\FTLTLT.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothR.ttc\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Medium.ttf\n",
      "Font family: MT Extra, Font file: C:\\ProgramData\\kingsoft\\office6\\mtfont\\mtextra.ttf\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXD.TTF\n",
      "Font family: Playbill, Font file: C:\\Windows\\Fonts\\PLAYBILL.TTF\n",
      "Font family: Tw Cen MT Condensed Extra Bold, Font file: C:\\Windows\\Fonts\\TCCEB.TTF\n",
      "Font family: STHupo, Font file: C:\\Windows\\Fonts\\STHUPO.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucit.ttf\n",
      "Font family: Bell MT, Font file: C:\\Windows\\Fonts\\BELLB.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgunsl.ttf\n",
      "Font family: HP Simplified Jpan, Font file: C:\\Windows\\Fonts\\hpsimplifiedjpan-light.ttf\n",
      "Font family: Times New Roman, Font file: C:\\Windows\\Fonts\\timesbi.ttf\n",
      "Font family: Blackadder ITC, Font file: C:\\Windows\\Fonts\\ITCBLKAD.TTF\n",
      "Font family: Kingsoft Symbol, Font file: C:\\ProgramData\\kingsoft\\office6\\KingsoftSymbol\\KingsoftSymbol.ttf\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjhbd.ttc\n",
      "Font family: Old English Text MT, Font file: C:\\Windows\\Fonts\\OLDENGL.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CBI.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candara.ttf\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXDI.TTF\n",
      "Font family: FZFangSong-Z02, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\FZFS_GBK.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_R.TTF\n",
      "Font family: Franklin Gothic Medium Cond, Font file: C:\\Windows\\Fonts\\FRAMDCN.TTF\n",
      "Font family: Perpetua Titling MT, Font file: C:\\Windows\\Fonts\\PERTILI.TTF\n",
      "Font family: Franklin Gothic Demi, Font file: C:\\Windows\\Fonts\\FRADM.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_I.TTF\n",
      "Font family: FZShuTi, Font file: C:\\Windows\\Fonts\\FZSTK.TTF\n",
      "Font family: MS Reference Specialty, Font file: C:\\Windows\\Fonts\\REFSPCL.TTF\n",
      "Font family: SimSun-ExtB, Font file: C:\\Windows\\Fonts\\simsunb.ttf\n",
      "Font family: Algerian, Font file: C:\\Windows\\Fonts\\ALGER.TTF\n",
      "Font family: Rage Italic, Font file: C:\\Windows\\Fonts\\RAGE.TTF\n",
      "Font family: Symbol, Font file: C:\\Windows\\Fonts\\symbol.ttf\n",
      "Font family: High Tower Text, Font file: C:\\Windows\\Fonts\\HTOWERT.TTF\n",
      "Font family: Malgun Gothic, Font file: C:\\Windows\\Fonts\\malgunbd.ttf\n",
      "Font family: Rockwell, Font file: C:\\Windows\\Fonts\\ROCK.TTF\n",
      "Font family: Maiandra GD, Font file: C:\\Windows\\Fonts\\MAIAN.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candarai.ttf\n",
      "Font family: MingLiU-ExtB, Font file: C:\\Windows\\Fonts\\mingliub.ttc\n",
      "Font family: Viner Hand ITC, Font file: C:\\Windows\\Fonts\\VINERITC.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuisl.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguisbi.ttf\n",
      "Font family: Agency FB, Font file: C:\\Windows\\Fonts\\AGENCYR.TTF\n",
      "Font family: Eras Bold ITC, Font file: C:\\Windows\\Fonts\\ERASBD.TTF\n",
      "Font family: Lucida Sans Typewriter, Font file: C:\\Windows\\Fonts\\LTYPEO.TTF\n",
      "Font family: STLiti, Font file: C:\\Windows\\Fonts\\STLITI.TTF\n",
      "Font family: Cooper Black, Font file: C:\\Windows\\Fonts\\COOPBL.TTF\n",
      "Font family: HP Simplified, Font file: C:\\Windows\\Fonts\\HPSimplified_Lt.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuiz.ttf\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebuc.ttf\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSI.TTF\n",
      "Font family: Leelawadee UI, Font file: C:\\Windows\\Fonts\\LeelUIsl.ttf\n",
      "Font family: Wide Latin, Font file: C:\\Windows\\Fonts\\LATINWD.TTF\n",
      "Font family: Kristen ITC, Font file: C:\\Windows\\Fonts\\ITCKRIST.TTF\n",
      "Font family: Poor Richard, Font file: C:\\Windows\\Fonts\\POORICH.TTF\n",
      "Font family: Copperplate Gothic Light, Font file: C:\\Windows\\Fonts\\COPRGTL.TTF\n",
      "Font family: Juice ITC, Font file: C:\\Windows\\Fonts\\JUICE___.TTF\n",
      "Font family: Wingdings 2, Font file: C:\\Windows\\Fonts\\WINGDNG2.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\arialbi.ttf\n",
      "Font family: Sans Serif Collection, Font file: C:\\Windows\\Fonts\\SansSerifCollection.ttf\n",
      "Font family: Papyrus, Font file: C:\\Windows\\Fonts\\PAPYRUS.TTF\n",
      "Font family: Garamond, Font file: C:\\Windows\\Fonts\\GARAIT.TTF\n",
      "Font family: Gabriola, Font file: C:\\Windows\\Fonts\\Gabriola.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeuii.ttf\n",
      "Font family: Comic Sans MS, Font file: C:\\Windows\\Fonts\\comicz.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constanz.ttf\n",
      "Font family: Impact, Font file: C:\\Windows\\Fonts\\impact.ttf\n",
      "Font family: DejaVu Math TeX Gyre, Font file: C:\\ProgramData\\kingsoft\\office6\\omath\\DejaVuMathTeXGyre.ttf\n",
      "Font family: Forte, Font file: C:\\Windows\\Fonts\\FORTE.TTF\n",
      "Font family: Rockwell Extra Bold, Font file: C:\\Windows\\Fonts\\ROCKEB.TTF\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Regular.ttf\n",
      "Font family: Berlin Sans FB, Font file: C:\\Windows\\Fonts\\BRLNSR.TTF\n",
      "Font family: Cambria, Font file: C:\\Windows\\Fonts\\cambriai.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelz.ttf\n",
      "Font family: KaiTi, Font file: C:\\Windows\\Fonts\\simkai.ttf\n",
      "Font family: Colonna MT, Font file: C:\\Windows\\Fonts\\COLONNA.TTF\n",
      "Font family: Eras Light ITC, Font file: C:\\Windows\\Fonts\\ERASLGHT.TTF\n",
      "Font family: IQYHT, Font file: C:\\Windows\\Fonts\\IQYHT-Black.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BI.TTF\n",
      "Font family: Arial, Font file: C:\\Windows\\Fonts\\ARIALNBI.TTF\n",
      "Font family: Lucida Sans Unicode, Font file: C:\\Windows\\Fonts\\l_10646.ttf\n",
      "Font family: Bradley Hand ITC, Font file: C:\\Windows\\Fonts\\BRADHITC.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbel.ttf\n",
      "Font family: FZYaoTi, Font file: C:\\Windows\\Fonts\\FZYTK.TTF\n",
      "Font family: Perpetua Titling MT, Font file: C:\\Windows\\Fonts\\PERTIBD.TTF\n",
      "Font family: Nirmala UI, Font file: C:\\Windows\\Fonts\\NirmalaB.ttf\n",
      "Font family: Freestyle Script, Font file: C:\\Windows\\Fonts\\FREESCPT.TTF\n",
      "Font family: Sitka, Font file: C:\\Windows\\Fonts\\SitkaVF.ttf\n",
      "Font family: Georgia, Font file: C:\\Windows\\Fonts\\georgiai.ttf\n",
      "Font family: Segoe UI Historic, Font file: C:\\Windows\\Fonts\\seguihis.ttf\n",
      "Font family: Gill Sans Ultra Bold, Font file: C:\\Windows\\Fonts\\GILSANUB.TTF\n",
      "Font family: Microsoft Sans Serif, Font file: C:\\Windows\\Fonts\\micross.ttf\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolab.ttf\n",
      "Font family: Lucida Console, Font file: C:\\Windows\\Fonts\\lucon.ttf\n",
      "Font family: DengXian, Font file: C:\\Windows\\Fonts\\Deng.ttf\n",
      "Font family: Gill Sans Ultra Bold Condensed, Font file: C:\\Windows\\Fonts\\GILLUBCD.TTF\n",
      "Font family: Consolas, Font file: C:\\Windows\\Fonts\\consolaz.ttf\n",
      "Font family: Microsoft Tai Le, Font file: C:\\Windows\\Fonts\\taile.ttf\n",
      "Font family: Microsoft Tai Le, Font file: C:\\Windows\\Fonts\\taileb.ttf\n",
      "Font family: Book Antiqua, Font file: C:\\Windows\\Fonts\\ANTQUABI.TTF\n",
      "Font family: Century, Font file: C:\\Windows\\Fonts\\CENTURY.TTF\n",
      "Font family: HYYeYXSJ, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\HTYYXSTJ.ttf\n",
      "Font family: High Tower Text, Font file: C:\\Windows\\Fonts\\HTOWERTI.TTF\n",
      "Font family: Tw Cen MT Condensed, Font file: C:\\Windows\\Fonts\\TCCM____.TTF\n",
      "Font family: Calisto MT, Font file: C:\\Windows\\Fonts\\CALISTB.TTF\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbeli.ttf\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Font family: MS Reference Sans Serif, Font file: C:\\Windows\\Fonts\\REFSAN.TTF\n",
      "Font family: HP Simplified Hans, Font file: C:\\Windows\\Fonts\\hpsimplifiedhans-regular.ttf\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothL.ttc\n",
      "Font family: Dubai, Font file: C:\\Windows\\Fonts\\DUBAI-BOLD.TTF\n",
      "Font family: Lucida Sans, Font file: C:\\Windows\\Fonts\\LSANSD.TTF\n",
      "Font family: Yu Gothic, Font file: C:\\Windows\\Fonts\\YuGothB.ttc\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-Bold_0.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\segoeui.ttf\n",
      "Font family: Californian FB, Font file: C:\\Windows\\Fonts\\CALIFR.TTF\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguibl.ttf\n",
      "Font family: Microsoft YaHei, Font file: C:\\Windows\\Fonts\\msyhbd.ttc\n",
      "Font family: Britannic Bold, Font file: C:\\Windows\\Fonts\\BRITANIC.TTF\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOSB.TTF\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_BLAI.TTF\n",
      "Font family: GWZT-EN, Font file: C:\\ProgramData\\kingsoft\\office6\\muifont\\GW\\GWZT-EN.ttf\n",
      "Font family: Goudy Old Style, Font file: C:\\Windows\\Fonts\\GOUDOS.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdana.ttf\n",
      "Font family: Harlow Solid Italic, Font file: C:\\Windows\\Fonts\\HARLOWSI.TTF\n",
      "Font family: LiSu, Font file: C:\\Windows\\Fonts\\SIMLI.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PERI____.TTF\n",
      "Font family: HYZhongHei, Font file: C:\\Windows\\Fonts\\HYZhongHeiTi-197.ttf\n",
      "Font family: STKaiti, Font file: C:\\Windows\\Fonts\\STKAITI.TTF\n",
      "Font family: Segoe UI Symbol, Font file: C:\\Windows\\Fonts\\seguisym.ttf\n",
      "Font family: Segoe UI, Font file: C:\\Windows\\Fonts\\seguibli.ttf\n",
      "Font family: Wingdings, Font file: C:\\Windows\\Fonts\\wingding.ttf\n",
      "Font family: Franklin Gothic Heavy, Font file: C:\\Windows\\Fonts\\FRAHVIT.TTF\n",
      "Font family: Gill Sans MT, Font file: C:\\Windows\\Fonts\\GIL_____.TTF\n",
      "Font family: Perpetua, Font file: C:\\Windows\\Fonts\\PER_____.TTF\n",
      "Font family: icomoon, Font file: C:\\Windows\\Fonts\\iqiyi_logov8.ttf\n",
      "Font family: Berlin Sans FB, Font file: C:\\Windows\\Fonts\\BRLNSB.TTF\n",
      "Font family: OCR A Extended, Font file: C:\\Windows\\Fonts\\OCRAEXT.TTF\n",
      "Font family: Harrington, Font file: C:\\Windows\\Fonts\\HARNGTON.TTF\n",
      "Font family: Verdana, Font file: C:\\Windows\\Fonts\\verdanab.ttf\n",
      "Font family: Sylfaen, Font file: C:\\Windows\\Fonts\\sylfaen.ttf\n",
      "Font family: Rockwell Condensed, Font file: C:\\Windows\\Fonts\\ROCC____.TTF\n",
      "Font family: DejaVu Sans Mono, Font file: C:\\Windows\\Fonts\\DejaVuSansMono-Oblique_0.ttf\n",
      "Font family: Microsoft New Tai Lue, Font file: C:\\Windows\\Fonts\\ntailub.ttf\n",
      "Font family: Corbel, Font file: C:\\Windows\\Fonts\\corbelli.ttf\n",
      "Font family: MS Outlook, Font file: C:\\Windows\\Fonts\\OUTLOOK.TTF\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCMI____.TTF\n",
      "Font family: Trebuchet MS, Font file: C:\\Windows\\Fonts\\trebucbi.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_PSTC.TTF\n",
      "Font family: Palatino Linotype, Font file: C:\\Windows\\Fonts\\palab.ttf\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constan.ttf\n",
      "Font family: Century Schoolbook, Font file: C:\\Windows\\Fonts\\SCHLBKB.TTF\n",
      "Font family: STXihei, Font file: C:\\Windows\\Fonts\\STXIHEI.TTF\n",
      "Font family: Segoe UI Variable, Font file: C:\\Windows\\Fonts\\SegUIVar.ttf\n",
      "Font family: STXinwei, Font file: C:\\Windows\\Fonts\\STXINWEI.TTF\n",
      "Font family: Constantia, Font file: C:\\Windows\\Fonts\\constanb.ttf\n",
      "Font family: Bodoni MT, Font file: C:\\Windows\\Fonts\\BOD_CI.TTF\n",
      "Font family: Bookman Old Style, Font file: C:\\Windows\\Fonts\\BOOKOSB.TTF\n",
      "Font family: Microsoft JhengHei, Font file: C:\\Windows\\Fonts\\msjhl.ttc\n",
      "Font family: Lucida Fax, Font file: C:\\Windows\\Fonts\\LFAXI.TTF\n",
      "Font family: Candara, Font file: C:\\Windows\\Fonts\\Candaral.ttf\n",
      "Font family: Tw Cen MT, Font file: C:\\Windows\\Fonts\\TCM_____.TTF\n",
      "Font family: Myanmar Text, Font file: C:\\Windows\\Fonts\\mmrtextb.ttf\n",
      "Font family: Edwardian Script ITC, Font file: C:\\Windows\\Fonts\\ITCEDSCR.TTF\n",
      "Font family: HoloLens MDL2 Assets, Font file: C:\\Windows\\Fonts\\holomdl2.ttf\n",
      "Font family: SimHei, Font file: C:\\Windows\\Fonts\\simhei.ttf\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "\n",
    "# 列出所有可用的字体\n",
    "fonts = font_manager.fontManager.ttflist\n",
    "\n",
    "# 打印每个字体的文件名和路径\n",
    "for font in fonts:\n",
    "    print(f'Font family: {font.name}, Font file: {font.fname}')\n",
    "    \n",
    "import matplotlib.pyplot as plt    # 绘图库\n",
    "import numpy as np\n",
    "###新增的\n",
    "from pylab import *\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68ee3c55-44c7-4776-ba76-905c0317d9c2",
   "metadata": {},
   "source": [
    "## 图11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1facc84a-1ae4-4c17-8c96-603a6ead8b85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "years = ['2021', '2021', '2021', '2021', '2021', '2021', '2021', '2021', '2022', '2022', '2022']\n",
    "months = ['5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月', '1月', '2月', '3月']\n",
    "sales = [146, 198, 296, 412, 506, 615, 789, 1021, 3782, 3215, 2936]\n",
    "\n",
    "# 绘制曲线\n",
    "plt.plot(months, sales, marker='', linestyle='-', color='orange')\n",
    "\n",
    "# 添加文本标注\n",
    "for i in range(len(years)):\n",
    "    if years[i] == '2022':\n",
    "        plt.text(months[i], sales[i] + 100, years[i], ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "# 设置标题和标签\n",
    "plt.suptitle('化妆品品类月度销量走势\\n2022年销量迅速增加，1月最高，销量达到3782\\n数据来源于公司销售系统，统计日期截至2022.03.31\\n', fontsize=12)\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('销量')\n",
    "\n",
    "# 注释和数据来源\n",
    "plt.figtext(0.5, -0.1, '*注：数据来源于公司销售系统，统计日期截至2022.03.31', wrap=True, horizontalalignment='center', fontsize=9)\n",
    "\n",
    "# 显示网格\n",
    "plt.grid(True)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0dd0f88-2ebf-4e92-9571-4d14b967ddce",
   "metadata": {},
   "source": [
    "## 图12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6bea03a1-9fa3-4750-8dc6-6de094bb70c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "months = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月']\n",
    "completion_rates = [53.60, 49.80, 52.70, 70.80, 60.90, 49.60, 58.60, 70.40]\n",
    "\n",
    "# 创建图形和坐标轴对象\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 绘制不连续的数据点，并在其下方添加垂直虚线\n",
    "for i in range(len(months)):\n",
    "    ax.plot(i, completion_rates[i] + 1, 'D', markerfacecolor='none', markeredgecolor='red')  # 使用红色空心菱形标记数据点\n",
    "    ax.plot([i, i], [0, completion_rates[i]], linestyle='--', color='r')  # 绘制垂直虚线\n",
    "\n",
    "    # 添加数据标签\n",
    "    ax.text(i, completion_rates[i] + 2, f\"{completion_rates[i]}%\", ha='center', va='bottom', color='r')\n",
    "\n",
    "# 设置X轴的属性\n",
    "ax.set_xlim(-0.5, len(months)-0.5)  # 调整X轴范围以适应数据点位置\n",
    "ax.set_xticks(range(len(months)))\n",
    "ax.set_xticklabels(months)\n",
    "\n",
    "# 设置Y轴的属性\n",
    "ax.set_ylim(0, max(completion_rates) + 10)  # 留出足够的空间显示数据标签\n",
    "\n",
    "# 移除顶部和右侧的边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "\n",
    "# 添加标题\n",
    "title = \"2022年1-8月公司计划完成率\\n公司整体完成率55%，4月和8月超过70%，2月和6月较低未过半\"\n",
    "plt.title(title, loc='left', fontsize=16)\n",
    "\n",
    "# 添加注释\n",
    "plt.text(1, -15, '*注：数据来源于公司销售系统，统计日期截至2022.08.31', fontsize=10 )\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13bd11f3-a6ac-4f9b-b67f-bcd7eb95accc",
   "metadata": {},
   "source": [
    "## 图13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9c52fd07-a34c-4461-882c-672c9f178345",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "months = ['1月', '2月', '3月', '4月', '5月', '6月']\n",
    "values_2021 = [1686, 1345, 1934, 1658, 1865, 1936]\n",
    "values_2022 = [1385, 1846, 1654, 1936, 2564, 2236]\n",
    "\n",
    "# 绘制折线图\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(months, values_2021, marker='o', label='2021', color='salmon')\n",
    "ax.plot(months, values_2022, marker='o', label='2022', color='deepskyblue')\n",
    "\n",
    "# 添加标题和标签\n",
    "ax.set_title('2022年上半年各月同比去年销量\\n上半年同比去年增长明显，5月份同比增长最多，增长近40%', fontsize=16)\n",
    "ax.set_xlabel('月份', fontsize=14)  # 添加月份标签\n",
    "ax.set_ylabel('销量', fontsize=14)  # 添加销量标签\n",
    "\n",
    "# 注释图表\n",
    "plt.text(0, -100, '*注：数据来源于公司销售系统，统计日期截止2022.06.30', fontsize=10)\n",
    "\n",
    "# 添加数据标签\n",
    "for i, txt in enumerate(values_2021):\n",
    "    ax.annotate(f'{txt}', (months[i], values_2021[i]), textcoords=\"offset points\", xytext=(0,10), ha='center')\n",
    "for i, txt in enumerate(values_2022):\n",
    "    ax.annotate(f'{txt}', (months[i], values_2022[i]), textcoords=\"offset points\", xytext=(0,10), ha='center')\n",
    "# 显示网格线\n",
    "ax.grid(True, linestyle='--', alpha=0.5, color='gray')  # 调整alpha和颜色以获得更好的可见性\n",
    "\n",
    "# 设置y轴刻度\n",
    "ax.set_yticks([0, 500, 1000, 1500, 2000, 2500, 3000])\n",
    "\n",
    "# 添加图例，并改善位置\n",
    "ax.legend(loc='upper left', bbox_to_anchor=(0.1, 0.9))  # 移动图例以避免与标题重叠\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "403d6464-dc71-4ced-9da2-1b02ec320633",
   "metadata": {},
   "source": [
    "## 图14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "4d25090c-c05f-4b3f-b4db-3b790b4f4f39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "sizes = [85, 15]\n",
    "labels = ['目标完成率', '剩余']\n",
    "colors = ['#BA55D3', '#0F4C81']  # 颜色可以选择更接近图片中的颜色\n",
    "inner_sizes = [70, 20]  # 内部饼图的大小，用于创建圆环效果\n",
    "\n",
    "# 创建饼状图\n",
    "fig, ax = plt.subplots()\n",
    "ax.axis('equal')  # 确保饼图是圆形\n",
    "plt.title(\"2022年上半年目标完成率\\n截至6月30日销售目标总体完成率达到85%\")\n",
    "\n",
    "# 绘制外层饼图\n",
    "wedges, texts, autotexts = ax.pie(sizes,\n",
    "                                   colors=colors,\n",
    "                                   autopct='%1.0f%%',  # 显示百分比\n",
    "                                   startangle=90,\n",
    "                                   wedgeprops=dict(width=0.3, edgecolor='w'))\n",
    "\n",
    "# 绘制内层饼图，创建圆环效果\n",
    "ax.pie(inner_sizes,\n",
    "       radius=0.85,  # 设置内层饼图的半径，小于1表示在内部\n",
    "       colors=['white', 'white'],\n",
    "       wedgeprops=dict(width=0.3, edgecolor='w'))\n",
    "\n",
    "# 突出显示某一部分\n",
    "autotexts[0].set_color('white')\n",
    "autotexts[0].set_weight('bold')\n",
    "\n",
    "# 添加图例\n",
    "ax.legend(wedges, labels, title=\"状态\", loc=\"center left\", bbox_to_anchor=(1, 0, 0.5, 1))\n",
    "\n",
    "# 设置x轴和y轴不可见\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "# 添加中心大号注释\n",
    "plt.annotate('85%',\n",
    "             xy=(0, 0),  # 坐标位置，位于饼图中心\n",
    "             size=50,  # 字号尽可能大\n",
    "             ha='center',  # 水平对齐方式\n",
    "             va='center'  # 垂直对齐方式\n",
    "            )\n",
    "\n",
    "# 添加数据来源注释\n",
    "plt.figtext(0.1, -0.1, '*注：数据来源于公司销售系统', ha='left', fontsize=8, color='#808080')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76740c8b-fb49-4f26-82a5-7935e3076183",
   "metadata": {},
   "source": [
    "## 图15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b063d768-55a1-4450-9733-5555b4c79a26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeableNote: you may need to restart the kernel to use updated packages.\n",
      "\n",
      "Collecting pyecharts\n",
      "  Downloading pyecharts-2.0.7-py3-none-any.whl.metadata (1.4 kB)\n",
      "Requirement already satisfied: jinja2 in d:\\an\\lib\\site-packages (from pyecharts) (3.1.4)\n",
      "Collecting prettytable (from pyecharts)\n",
      "  Downloading prettytable-3.12.0-py3-none-any.whl.metadata (30 kB)\n",
      "Collecting simplejson (from pyecharts)\n",
      "  Downloading simplejson-3.19.3-cp312-cp312-win_amd64.whl.metadata (3.2 kB)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in d:\\an\\lib\\site-packages (from jinja2->pyecharts) (2.1.3)\n",
      "Requirement already satisfied: wcwidth in d:\\an\\lib\\site-packages (from prettytable->pyecharts) (0.2.5)\n",
      "Downloading pyecharts-2.0.7-py3-none-any.whl (151 kB)\n",
      "Downloading prettytable-3.12.0-py3-none-any.whl (31 kB)\n",
      "Downloading simplejson-3.19.3-cp312-cp312-win_amd64.whl (75 kB)\n",
      "Installing collected packages: simplejson, prettytable, pyecharts\n",
      "Successfully installed prettytable-3.12.0 pyecharts-2.0.7 simplejson-3.19.3\n"
     ]
    }
   ],
   "source": [
    "pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8862b6b8-cc87-4b6e-8574-f56ad3d0cce9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-liquidfill':'https://assets.pyecharts.org/assets/v5/echarts-liquidfill.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"d75945459afe42dcbf21e37fd520e52d\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-liquidfill'], function(echarts) {\n",
       "                var chart_d75945459afe42dcbf21e37fd520e52d = echarts.init(\n",
       "                    document.getElementById('d75945459afe42dcbf21e37fd520e52d'), 'white', {renderer: 'canvas'});\n",
       "                var option_d75945459afe42dcbf21e37fd520e52d = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"liquidFill\",\n",
       "            \"name\": \"\\u5b8c\\u6210\\u7387\",\n",
       "            \"data\": [\n",
       "                0.65\n",
       "            ],\n",
       "            \"waveAnimation\": true,\n",
       "            \"animationDuration\": 2000,\n",
       "            \"animationDurationUpdate\": 1000,\n",
       "            \"color\": [\n",
       "                \"#294D99\",\n",
       "                \"#156ACF\",\n",
       "                \"#1598ED\",\n",
       "                \"#45BDFF\"\n",
       "            ],\n",
       "            \"shape\": \"circle\",\n",
       "            \"backgroundStyle\": {},\n",
       "            \"outline\": {\n",
       "                \"show\": true,\n",
       "                \"borderDistance\": 8\n",
       "            },\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"inside\",\n",
       "                \"margin\": 8,\n",
       "                \"fontSize\": 50,\n",
       "                \"valueAnimation\": false\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u6ce2\\u6d6a\\u6c34\\u7403\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_d75945459afe42dcbf21e37fd520e52d.setOption(option_d75945459afe42dcbf21e37fd520e52d);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x12704227aa0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Liquid\n",
    "\n",
    "# 数据准备\n",
    "completed_percentage = 65\n",
    "auxiliary_percentage = 100\n",
    "\n",
    "# 绘制波浪水球图\n",
    "liquid = (\n",
    "    Liquid()\n",
    "    .add(\"完成率\", [completed_percentage / 100])\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"波浪水球图\"))\n",
    ")\n",
    "\n",
    "# 显示图表\n",
    "liquid.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4546a8d-3158-4f00-93c9-d55027c5e071",
   "metadata": {},
   "outputs": [],
   "source": [
    "图16水球图https://sfile.chatglm.cn/chatglm4/416cbdb6-0b50-4ad4-9681-5cbc71aa0c4a/liquid_chart.html"
   ]
  }
 ],
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